{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ### A complete tutorial \n",
    "In addition to the functions introduced in the basic tutorial, toad provides rather comprehensive toolkit to the entire modelling procedure. As a project initially incubated within a fintech firm, the applicability and reliability has been verified.\n",
    "\n",
    "This tutorial will demonstrate the applicabilty of toad according to different modelling procedure or scenario.\n",
    "\n",
    "**1. Fine tuning bins**\n",
    "\n",
    "**2. Model validation**\n",
    "\n",
    "**3. Feature selection**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import toad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0. Prepare demo data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(750, 22)\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('germancredit.csv')\n",
    "data.replace({'good':0,'bad':1},inplace=True) # replace target as 0, 1. \n",
    "\n",
    "Xtr,Xts,Ytr,Yts = train_test_split(data.drop('creditability',axis=1),data['creditability'],test_size=0.25,random_state=450)\n",
    "data_tr = pd.concat([Xtr,Ytr],axis=1)\n",
    "data_tr['type'] = 'train' # A new feature to indicate test/training sample\n",
    "data_ts = pd.concat([Xts,Yts],axis=1)\n",
    "data_ts['type'] = 'test'\n",
    "\n",
    "# The training set will be used for modelling and the test set will only be used for validation. \n",
    "\n",
    "print(data_tr.shape)\n",
    "#print(data_tr.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ### 1. Fine tune bins \n",
    "Tuning bins is a common and very important practice in industry modelling. The quality of bins accounts for both preditability and stability. In the following, we will introduce how to use toad to fine tune bins. \n",
    "\n",
    "We will fine tune a numerical feature (e.g. 'duration.in.month') and a categorical feature ('purpose'). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_tr2 = data_tr[['duration.in.month','purpose','creditability']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** **Basics****\n",
    "\n",
    "combiner.fit(X, y  = 'target', method = 'chi', min_samples = None, n_bins = None, return_splits=False) \n",
    "\n",
    "Binning method supports: 'chi' (chi-squared), 'dt' (decision tree), 'quantile' (quantile), 'step' (step), and 'kmeans' (k-means). \n",
    "\n",
    "** **Tips: (1) chi-squared binning provides reliable results; (2) adding min_samples = 0.05 is strongly recommended** **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'duration.in.month': [9, 12, 18, 33],\n",
       " 'purpose': [['domestic appliances', 'car (used)', 'retraining'],\n",
       "  ['radio/television'],\n",
       "  ['furniture/equipment'],\n",
       "  ['repairs', 'business', 'car (new)'],\n",
       "  ['education', 'others']]}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combiner = toad.transform.Combiner()\n",
    "combiner.fit(data_tr2,y='creditability',method='chi',min_samples = 0.05)\n",
    "combiner.export()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** **Tips: use bin_plot() to check the quality of the current bins and make fine adjustment accordingly** ** "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12a020e10>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from toad.plot import bin_plot\n",
    "\n",
    "transformed = combiner.transform(data_tr2,labels=True) # the data sent to the bin_plot() must be binning transformed\n",
    "bin_plot(transformed,x='duration.in.month',target='creditability')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** **Trick: fine tune bins without setting min_samples** **\n",
    "\n",
    "Without setting min_samples, the combiner() function, by default, seperates data into 10 bins only based on min_threshold (\"chi\" method). The result cannot be used directly. But, as more thresholds are determined, there's larger room to make adjustment. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'duration.in.month': [9, 10, 12, 13, 16, 18, 33, 39, 40]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# initialise a new combiner() for experiments.\n",
    "c2 = toad.transform.Combiner()\n",
    "c2.fit(data_tr2[['duration.in.month','creditability']],y='creditability',method='chi')\n",
    "bin_plot(c2.transform(data_tr2[['duration.in.month','creditability']],labels=True),x='duration.in.month',target='creditability')\n",
    "print(c2.export())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12a0233c8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make adjustment to c2 and check bin_plot\n",
    "c2.set_rules({'duration.in.month': [9, 18, 33]})\n",
    "bin_plot(c2.transform(data_tr2[['duration.in.month','creditability']],labels=True),x='duration.in.month',target='creditability')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<toad.transform.Combiner at 0x12a023a58>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if accpetable, update the adjustment to the original combiner and proceed\n",
    "combiner.set_rules({'duration.in.month': [9, 18, 33]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** **Combo: bin_plot() & badrate_plot()** ** : first use bin_plot() to fine tune bins for the  in-sample, then use badrate_plot() to check stability across OOT / test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'purpose': [['domestic appliances'], ['car (used)'], ['retraining'], ['radio/television'], ['furniture/equipment'], ['repairs'], ['business'], ['car (new)'], ['education'], ['others']]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example with a categorical feature\n",
    "c2 = toad.transform.Combiner()\n",
    "c2.fit(data_tr2[['purpose','creditability']],y='creditability',method='chi')\n",
    "bin_plot(c2.transform(data_tr2[['purpose','creditability']],labels=True),x='purpose',target='creditability')\n",
    "print(c2.export())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12be4c5f8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NFO5FREREzsAJhajb+Am1K5cR2rcXV2oqKTM/Q/KV0/F07hzv8kROo3AvIiIi0kSkqora1Sup/XAFkcpjeHK6k3bjl0gefzkuvz/e5YmckcK9iIiISL1QySFqVyyndv1HEAziGzKU9C9+Fd+Qoeqnl3ZB4V5EREQ6NMdxCG631KxYRnBrEXi9JI2bGN2fvkfPeJcnck4U7kVERKRDcoIB6j5eR82K5YQPH8SVnkHqrOtIvmIK7vSMeJcncl4U7kVERKRDiVRWUrNqBbWrVuJUncDTszfpX7qVpDHjcHl98S5P5IIo3IuIiEiHEDqwj5r3l1G34WOIhPEPG0nytHx8AwfjcrniXZ7IRaFwLyIiIgnLiUQIbC2k9v1lBHduB7+f5MlXkjJlBp7snHiXJ3LRKdyLiIhIwnHq6qhdt4aalcuJHCnFnZlF6nWfJ/nyK3Gnpsa7PJGYUbgXERGRhBGuKKf2g/epXfMBTk0N3r55pH3tOvyjxuDyeOJdnkjMKdyLiIhIuxfcU0zN+8sIFGwAx8E/agwp02biy+sf79JELimFexEREWmXnHCYwOZN1KxYRmj3LlzJyaRMzSd56gw8WV3iXZ5IXCjci4iISLsSqamh9qMPqf3gfSLlR3F37Uba528macIk3MnJ8S5PJK4U7kVERKRdCB8ppeaD96hbuxqnrg7vgEGkfe4m/MNH4nK7412eSJugcC8iIiJtluM4hD7dQc2K5QSKCsDtJumycaRMm4k3t0+8yxNpcxTuRUREpM1xQiHqNn5MzYplhPfvw5WaRspVs0i+Yhqezp3jXZ5Im6VwLyIiIm1GpOoEtas/oPbD94lUVuLJ6UH6TV8mafxEXD5/vMsTafNiGu6NMXcA9wDHga9aa4sbHZsLPAwcqV/6mrW2KJb1iIiISNsUOnyI2hXLqV3/EYSC+IYMI/2WW/ENGYrL5Yp3eSLtRszCvTEmG3gQGA3MABYBNzY6pTPwsLX297GqQURERNoux3EIbttKzYplBO0W8PpIGj+RlGn5eLv3jHd5Iu1SLJ/czwLWW2urjTFvAi8bY1zWWqf+eGfAxvD9RUREpA1yggHqPl5LzYrlhA8fwpXRidRrryN58hTc6RnxLk+kXYtluO9JfXi31kaMMeVAF6Cs/nhn4H5jzI+Bd4H7rLXhxjcwxmQCmY3XFi9e3CM/Pz+GZYuIiEgsRCorqfnwfWpXf4BTdQJPr1zSv3QrSWPG4fL64l2eSEKI9QdqG286mwE4jV4vrP9nNfBn4CvAq02unw882nhh8eLF5Ofnk5WVdpFLFRERkbPJzj6/p+q1u3dz9K23OLZ6NUQipI8ZQ5dZs0gdqn56kYstluH+ADAJwBiTAWQB5ScPWmt3n/y1MeZ1YGgz93gWeLnxwty5cycAr5eXVxEKRS5+1SIi0qzzDXaSOEpLj7f6XCcSIbClkNoVywju3A5+P8mTp5IydQaebtlUA9VHTsSuWJEL5PW62+XD5FiG+7eAx40xqUA+sAS4xRjTC/glcBPwGpAKXAO80PQG1toKoKLJcm4MaxYREZEL4NTVUbtuNTUr3yNypBR3Zhap191A8qQrcKekxrs8kYQXs3BvrT1ijHkCWEP9VphEd8vJA0LAwPpj3YHXrLX/FataREREJLbC5Uep/eB9atd8iFNbg7dvHmm3Xo9/5GW4PJ54lyfSYcS0595a+xLwUqOlRY1+/aP6LxEREWmngrt3UbNiGYGCjQD4R11GyrSZ+Pr1j3NlIpfW2eY7NTpnETDWWjszVnVoQq2IiIicEyccJrB5IzXvLyO0pxhXcgop02aSPGU6nqwu8S5P5JJrxXwnjDFDgalAVSxrUbgXERGRVonUVFO7ZhW1H7xHpKIcd7ds0m64meQJk3ElJcW7PJGYWLJkSY/58+fnNVmuqP9s6EktzXcCeBp4Erg7lvUq3IuIiMhZpVaWc+jVVyl//30IBPANHEzaDV/EP2wELre75RuItGMLFy58vZnlHwCPNXp91vlOxpjrgb3A+pgWi8K9iIiINMdx6HJoL/0K15KzZwflHg9JY8aTMi0fb+8+8a5O5JJZsGDBF+fPn7+uyXLT3RzhDPOdjDF+4HvA9UB6TIpsROFeREREGrjCYXp+uoV+RevoXHaYQHIKOy+7gtnf/BIVQe16Ix3PnDlzDs2ZM6e4hdPONt9pKtAV+CuQBAw0xjxjrb03FvUq3IuIiAi+2mr6bN1A3y0fk1xTxfHMrmyeMpsDA4cT8frwZWbCOQyxEulgzjjfyVr7DDAEwBjTD3g5VsEeFO5FREQ6tLTyI+QVrqPXzkI84RClvftTMHIiZb3ywOWKd3ki7UIL850uKYV7ERGRjsZx6LZ/F3mFa+m2v5iwx8uBQSMoHj6Bqqxu8a5OpF1qYb7TyXN2AzHb4x4U7kVERDoMdyhIrx2F5BWtI72ijNqUdLaNm8beoWMIJqfGuzwRuQgU7kVERBJcUvUJ+m75mD5bN+Cvq+FY1+5smn4dB/sPw/HoQ7IiiUThXkREJEFllB0mb/Naeu7agisSoaTvYIpHTqS8e6766UUSlMK9iIhIIolEyNm7k7zCtXQ5tJeQ18+eoWPZPXw8NZ2y4l2diMSYwr2IiEgC8ATryN1WQN+i9aQdr6AmrRNbJ85k35DRhJKS412eiFwiCvciIiLtWPKJY/QrWk/utk34AnWU5/Ri24QZlPQbguN2t3wDEUkoCvciIiLtUGbJfvptXkv33dsAOJw3lOIREziW0yvOlYlIPCnci4iItBOuSITuxZa8wrVklh4k6E+ieOTl7Bk2jtr0TvEuT0TaAIV7ERGRNs5bV0vuto30K1pPStVxqjplUTT5M+wfPJKwzx/v8kSkDVG4FxERaaNSjx2lX9F6em8vwBsKUtazL0VXzKK0z0BtZSkizVK4FxGRDs2JRFjxH4sp21eM2+sl/+t30TmnZ8Pxzcv+hv1gKbhcTLj+FvpdNhHHcXjl377VcF6PgUOZdONtF6kghy6H9pC3eR3Ze3fguD0cHDCM4hETON61+8V5DxFJWAr3IiLSoe3asIZQMMAXvvtTDu+0rPo/v2P2XQ8BUHO8ksJlS7j5+88QDgX5w/fv4tbRE6gsPUR23wHMufvhi1aHKxyi56dbyCtcR6ejJdQlp7JzzJXsGTqWQGr6RXsfEUlsCvciItKhHdq+hb4jxwHQfaChZPeOhmMpGZ344qPP4vZ4OF5WQlJqGi6Xi9LdO6mqOMp/P/UwHp+fKV/6Fpk9ep/X+/tqqulrP6HPlk9IrqnieGY3CqbO5uCAEUS8+t+0iJwb/akhIiIdWqC2Gn9KasNrt9tNJBzG7fFEX3s8bF76P6z979cYddV1AKR2zmLsnJsYOGEKB7cX8e5vn+Gmh586p/dNLy+lX+E6eu0sxBMOU5o7gIIREyjrlad+ehE5bwr3IiLSofmTUwnU1jS8diJOQ7A/aeRV1zFs+iz+9vPH2b+1gJz+Q3B7ogOieg4eTlVFGY7j4GoplDsO3fbvIq9wLd32FxP2eNk/aBS7R4ynKrPbRf/eRKTjUbgXEZEOrcegoRRvXMugiVM5vNPSJbdfw7GKQ/tZ88dXmHXnA7g9XtxeHy6Xi/V/eY2k9AzGzr6RI3t3kd4l+6zB3h0K0ntHIf2K1pFeUUZtSjrbxk9nrxlDMDnlUnybItJBKNyLiEiH1n/sZPYVbeRPTz4ADuR/4242vvVnOuf0JG/M5XTNzeNPP3kAl8tFn5Hj6GVG0jU3j3dffIY9Betxu93M/OZ3mr13UvVx+hZ9Qh+7AX9dDce69mDjjOs5lDcUp8lPB0RELgaX4zjxruFcTQVWlJdXEQpF4l2LiEiHkZ2dwTPvb4l3Ge1CpyOH6Fe4jp67tuCKRDjcbwi7R0ygvHtuu+2nv3f6MEpLj8e7DJFLxut1k5WVBjANWBnnclpNT+5FREQuhkiEnL07yCtcR5dDewl5/ewZOpbdwydQ0ykz3tWJSAehcC8iInIBPME6crcV0K9oPanHK6hJ78TWy2eyb8hlhPxJ8S5PRDoYhXsREZHzkHL8GH2L1pO7bSO+YIDynN7YCTMo6TcEx+2Od3ki0kEp3IuIiLSW45BZsp+8wnV0370NBzjUfyi7R0zgWHaveFcnIqJwLyIi0hJXJEz3Ykve5nVkHjlIwJ/MrpGXs3v4OOrSOsW7PBGRBgr3IiIiZ+AJBsjdtom8zR+RUnWcqk5ZFF7xGQ4MGknY5493eSIip1G4FxERacJbV0vfLR+TV7QOf20NR3v0oeiKWZT2Gdhut7IUkY5B4V5ERKReUvUJ+hWupe/WDXiDAUr6DOTT0ZOp6J4b79JERFpF4V5ERDq8lMoK+m9eQ+/tBbgjEQ72H8qnoydzoktOvEsTETknCvciItJhpZeXMmDTanp8ugVcbvYPHsmuUZOo7pQV79JERM6Lwr2IiHQ4mSX7GbBxNTl7dxDy+tg9YiLFIydQl5oR79JERC6Iwr2IiHQMjkPXA8UM2Liarof2EEhKZvvYqewZPo5gUkq8qxMRuSgU7kVEJLFFInTfvY0Bm9bQuewQtanpbLn8KvaZy7SdpYgkHIV7ERFJSK5wmF47C+lfsIb0Y0ep6pRFwdTZHBg4Asej//2JSGLSn24iIpJQ3KEgfezGhsFTlV1y2JD/OQ7lGXC7412eiEhMKdyLiEhCaG7wVOGU2Rzp3V+Dp0Skw4hpuDfG3AHcAxwHvmqtLW7mnEXAWGvtzFjWIiIiiclffYK8wnX03fqJBk+JSIcXs3BvjMkGHgRGAzOARcCNTc4ZCkwFqmJVh4iIJCYNnhIROV0sn9zPAtZba6uNMW8CLxtjXNZap9E5TwNPAnc3dwNjTCaQ2Xht8eLFPfLz82NUsoiItHUaPCUicmaxDPc9AQtgrY0YY8qBLkAZgDHmemAvsP4s95gPPNp4YfHixeTn55OVlRaTokVEpG3qXLKfgacMnppA8ciJGjx1CWVn69+1SFsX6w/UNt6WIANwAIwxfuB7wPVA+lmufxZ4ufHC3LlzJwCvl5dXEQpFLmqxIiJyZnEJdho81aaUlh6Pdwkil4zX626XD5NjGe4PAJMAjDEZQBZQXn9sKtAV+CuQBAw0xjxjrb238Q2stRVARZP76hNSIiKJznGig6c2rtbgKRGRcxDLcP8W8LgxJhXIB5YAtxhjellrnwGGABhj+gEvNw32IiLS8WjwlIjIhYnZn5TW2iPGmCeANdRvhUl0t5y8WL2niIi0Txo8JSJyccT0MYi19iXgpUZLi5o5ZzegPe5FRDqg0wZPdc/V4CkRkQugn3GKiMglp8FTIiKxoXAvIiKXTMrxCvoXfETv7ZtwRyIcyosOnjreVYOnREQuBoV7ERGJOQ2eEhG5NBTuRUQkZjqX7GfAptV036PBUyIil4LCvYiIXFzNDp6awp5h4wkma/CUiEgsKdyLiMjFocFTIiJxp3AvIiIXpLnBU5unzGb/IA2eEhG51PSnroiInBcNnhIRaXsU7kVE5Jw0O3jqyms5kjtAg6dEROJM4V5ERFolVFHBkLXL/z54KncAn46+gooeGjwlImKMuQO4BzgOfNVaW9zo2F3A14FuwCvW2u/Hqg6FexEROavw0SPULH+XsrWr6R8Oa/CUiEgTxphs4EFgNDADWATc2OiUTcAkwAfsNMa8YK3dG4taFO5FRKRZoUMHqFn6NnUbPwaXm8ypU/jvbKPBUyIip5sFrLfWVhtj3gReNsa4rLUOgLX2fWOMBxgDVAAHYlWIwr2IiJwiuHsXNUvfJlBUAH4/KVPzSZ4+kx6D+lD9/pZ4lycickktWbKkx/z58/OaLFdYaysave4JWABrbcQYUw50AcoanfM34GrgKmttOFb1KtyLiAiO4xDcbqlZ+hbBndtxpaaS+pk5JE+ZgTstLd7liYjEzcKFC19vZvkHwGNN1hpvE5YBOI0PWmuvNcYMAf5ojLnKWltyUQutp3AvItKBOZEIgc2bqFn2FqF9e3F36kza9V8gefIUXElJ8S5PRCTuFixY8MX58+eva7Jc0eT1AaI99RhjMoAsoLzpvay124wxbxNt43k1BuUq3IuIdEROOEzdx2upWf4O4ZLDuLtlk37zVzNAg7IAACAASURBVEgaPxGX1xfv8kRE2ow5c+YcmjNnTnELp70FPG6MSQXygSXALcaYXsDvgTuAp4FUosH+j7GqV+FeRKQDcQIBaj9aRc177xKpKMfTszcZX/sG/tFjcWnwlIjIebHWHjHGPAGsoX4rTKK75eQRfcqfBqwl2of/O2vtitbc1xiT2aS3v0UK9yIiHUCkppraD1dQs2I5TtUJvP0HkH7Tl/CZ4bg0eEpE5IJZa18CXmq0tKjRrx+t/2oVY4wB/gR0NsZcDrwDfMFau7WlaxXuRUQSWKSykpqVy6j9cCVOXS2+ocNJvWoWvv4D412aiIic2XNEB2L9zFq73xjzHPAbYHpLFyrci4gkoJODp2rXroZwGP/osaTO/Aze3pomKyLSDnS11r4dfYAP1tpfGWP+uTUXKtyLiCSQ0KGD1Cx7m7oN68HlJmnC5aTmX4OnW3a8SxMRkdZzjDHJ1G+naYzpAXhac6HCvYhIAmg6eCp56gxSpl+Fp3NmvEsTEZFz92vgTSDHGPMT4CvAT1tzocK9iEg7ddrgqRQNnhIRSQTW2heNMduB6wAf8E/W2rdbc63CvYhIO+NEIgQKN1GzVIOnREQSkTHmh9baR4D3G6393Fp7T0vXtjrcG2O6Ev2Ebhh4z1p77HyKFRGR86PBUyIiic0Y8wOi022/ZIzp3OiQD7iW6A46Z9WqcG+M+QLRfTsLADfwojHmFmvtsnOuWkREzokGT4mIdBhrgIlABChrtB4CvtaaG7T2yf2PgenW2gIAY8w44LfAuFaXKiIi56TZwVM3fgnfUA2eEhFJRNbavwF/M8YssdZ+dD73aG24rz4Z7Ovf+GNjjHM+bygiImenwVMiIh1euTHm50A64CK6DeYga+2Uli5sbbhfYox5AHieaM/9PwKbjTFZgMtae/T86hYRkZM0eEpEROr9/8A64ErgP4F/ANa35sLWhvsHif6N4SdN1m8jurl+qzbVFxGR0506eMpF0vj6wVPZOfEuTURE4iPDWnunMeZZYAnwC+C91lzYqnBvrdU2DCIiF1lwTzE1S98iUKjBUyIicoqTH6bdAYy01q5tbUt8a3fLcQP/CswhuhXPW8AT1trQeRQrItJhNTd4KuUzc0jR4CkREfm7HfVP7X9PdJfKdKIZvEWtbcv5CXAZ8HOiW2H+M/AUMP/caxUR6Xj+PnjqbUL79mjwlIiInM2dwBxr7SfGmBeAWUTzd4taG+5nAxOstUEAY8z/ABvPp1IRkY7ktMFTXbuRfvOXSRp/uQZPiYjImfzFWns1gLX218CvW3tha8O9+2Swr3+TOmNM8GwXiIh0ZBo8JSIiFyDTGJNmra061wtbG+43GGOeIboVpgPcBWw61zcTEUl0GjwlIiIXQRWw2xizCThxctFa+7mWLmxtuP8XolvwfEh0I/03gbvPvU4RkcQUOV5JzYomg6dmfgbfgEHxLk1ERNqfF8/3wtaG++9aa79xvm8iIpKowkfL6gdPrdLgKRERuSistb8/32tbG+6vB757vm8iIpJoNHhKREQuNmNMhGgLfHMca22L2b214f5TY8xbwEpO7ftZ1MrrRUQSwimDp3x+kqfMIGX6TDyZWfEuTURE2r9soi3wPwR2A4uBMPANoF9rbtDacH+0/p/j69+g4lyqFBFpzzR4SkRELgVrbRmAMWaCtfbORod+YYxZ15p7tDbc/xR4BRhb//oD4LaWLjLG3AHcAxwHvmqtLW507C7g60A34BVr7fdbWYuIyCVx+uCpTqRefwPJk6bgTk6Od3kiIpK40owxxlprAYwxo4BWTTxsbbj/HfBC/T9dwFyin+L9zJkuMMZkAw8Co4EZwCLgxkanbAImER2lu9MY84K1dm8r6xERiRknHKbuk3XULHtbg6dERCQeHgZW12+F6QaGA19tzYWtDfep1trfNHr9nDHmn1q4Zhaw3lpbbYx5E3jZGOOy1joA1tr3jTEeYAzRNp8DraxFRBJMJBLh6aefZMeO7fh8Ph588BFyc/s0HP/DH/6Dd955C4ArrpjC7bf/MzU1NfzgB9+jsrKS5OQUHnnkcbKyLqzv/fTBU72ig6dGjcHl8VzQvUVERFrLWvtHY8xKYGr90vvW2iOtuba1YxK3GmOuPPnCGDMS2NXCNT0BW19gBCgHujQ5529EW3y+ba0NN72BMSbTGJPX+Gv58uU9WlmziLQT7723jI8/jrYSVlVVsXDhEw3H9u/fxx/+8B84joPjOPz1r39mx47tfP/732XHju243W6Kiz/l5pv/4bzfP1JTTfW7b3L0iUep+vMbuDOz6HT7PDLvfZCkMeMV7EVE5JIyxviBKUAakA78gzHmx625trVP7vsB7xljNgIhor33h+p/VIC1dvQZrmv8l4cMmmztY6291hgzBPijMeYqa21Jk+vnA482Xli8eDH5+flkZelDbCKJYunS/6VHj+68+uqrbNiwgdtuu43s7AwATpxIJisriz/+8Q1cLhfjx4+nurqcl19+kXA4jMfj4dprr2XKlCsbrmmt0LFjHH3rLSqWLiVSU0Pa6NF0u+46Uo2Jxbcp0u6d6+8xETlvfwAGEH1Y/gnRVvblrbmwteH+gfMo6kB9IRhjMoAsok/vT2Gt3WaMeZtoG8+rTQ4/C7zceGHu3LkTgNfLy6sIhSLnUZaItDXFxXu48soplJYep3fvgYRCIQ4eLMfr9ZKcnMnTT/+SsrIqfvnLn+P3+8nM7E5p6XEA/vEfv8T+/ft59NEfN6y15O+Dp1ZDOIR/9Jj6wVN9qAKqWnmfjkbBTlr7e0wkEXi97ng+TB4DDAZ+TfRzq+76X7eoVeHeWvveeRT1FvC4MSYVyAeWALcYY3oBvwfuAJ4GUokG+z82874VnL7tpsY+iiQgl6v5LkGv10tKSgo/+MHD7Nq1k2nT8unb9+9b/fr9STz55CK+971/4//8nz+f9T00eEpERNqJg9bakDFmGzDSWvu6MaZzay5s7ZP7c2atPWKMeQJYQ/1WmER3y8kjGtjTgLVE+/B/Z61dEataRKRt69mzJ5s3bwJg8+YCPB4vXm/0jyfHcXjggXupqChnxIhR3H//gwC88kp086709HTy8vrjdp+5L16Dp0REpJ05YYz5KrAR+CdjzFaivfctcjnOmSbctllTgRVqyxFJHEuXvs0LL/yazp0zqaqqIiMjg+nT88nN7UM4HObhhx+gR4+edO8e/Tz9vHl30atXb+6+ey7BYJBu3bKZN+8uRo8e03DPhsFTy94muGMbrpRUkqfO0OCpC5CdncEz72+JdxkSJ/dOH6a2HOlQGrXlTANWXsr3NsYMJtrl8iOi289fAzxkrf33lq6N2ZN7EZHWys+/mvXr17Jz5w5SU1N54IGHWbXq5J+jLnw+X0OwP6lLl66MGzeRiRMnMX16fsN6dPBUATVL39LgKRERac9mAPcT3ZBmBfA/rblI4V5E4s7tdrNgwUOnrPXrl9fw66VLP2z2uvvv//tn/f8+eOodwiWHooOnbvoySRM0eEpERNqdxUSf2E+rfz0P+C1wbUsXKtyLSLvmBALUrl1FzXINnhIRkYSRZa19odHr54wx32rNhQr3ItIuRWqqqf1wBTUrluNUncCbN4D0G2/BN3QELpcr3uWJiIhciB3GmEnW2jUAxpjRwM7WXKhwLyLtSuR4JTUrllO7agVObS0+M4zUq2bhGzAo3qWJiIhcEGNMAdEe+wxgZf3A2DDRfe+LWnMPhXsRaRfONnhKREQkQdx1oTdQuBeRNitcWkJdYQGBogJCxZ+C263BUyIikrDOc3DsKRTuRaTNcCIRQnuKCRQVECgsIFxyGABPz96kXH0tyZOu1OApERGRs1C4F2knOmel4vcm3u4vkbo6qoqKOP7JJ5zYsIFwZSV4PKQNHUr6Z64hY+xYfN26xbvMNiEQCnOsvDreZYiISBumcC/STvi9noSZDuqvqSJ7705y9myn2/5iPOEQQZ+fI7kDKRk7g9LcAYSS6gdOFZUCpXGtt624d/qweJcgIiJtnMK9iFwSaRVl5OzZTs6eHWSW7McF1KR1Yt+Q0ZT0HczRHn1wtC+9iIjIBVG4F5HYiETILDlA9/pAn1Z5FIBjXbuzY+wUSvoO5niXHNCe9CIiIheNwr2IXDSeYICu+4vJ2budnL078dfWEHG7OdqzL8UjxlPaZxC16Z3iXaaIiEjCUrgXkQuSVH2C7L07yNmzg64HivGEwwT9SZT2GUhJn0GU5g4g7E+Kd5kiIiIdgsK9iJwbxyG94gg5e3aQs2c7maUHAahO78xeM4aSfoMp756L41b/vIiIyKWmcC8iLXJFImQe3kf3PdvJ3rODtOMVAFR068m2cdMo6TuYE1nd1D8vIiISZwr3ItIsT7CObvt2kbNnB9n7duKvqyXi9lDWqx/FoyZR0mcgdWkZ8S5TREREGlG4F5EGSdXHo+02u7fT9eAe3JEwgaRkSnMHUtJvMEd65xH2qX9eRESkrVK4F+nIHIf08lJy9uyg+57tdD5yCICqjEx2DxtHSd9BVHTPxXG741yoiIiItIbCvUgH44qEyTq0r2GgVOqJYwBUZPdk2/jpHO47mKrMruqfFxERaYcU7kU6AE+gjux9nzb0z/sCdYQ9Xsp69ePTyyZT0mcQgdT0eJcpIiLSbhlj7gDuAY4DX7XWFjc69jngAaAr8Iq19sexqkPhXiRBJZ+ojPbP791Ol4N7cEciBJJTONxvMCV9B1PWK4+wzx/vMkVERNo9Y0w28CAwGpgBLAJubHTKUOAawAGsMeZ1a+22WNSicC+SKByHjKMlDe02ncsOA1DVKYvdwydwuO9gKnJ6gfrnRURELrZZwHprbbUx5k3gZWOMy1rrAFhrf3byRGPMx0AfQOFeRE7lCofpcmhP/UCpHaRUVeIAFTm9sRPyKek7KNo/LyIiIudlyZIlPebPn5/XZLnCWlvR6HVPwAJYayPGmHKgC1DW+CJjjJfo0/2CWNWrcC/Sznjrauv757fTbd+n+IIBwh4vR3r3Z8fYKZT2GUggJS3eZYqIiCSEhQsXvt7M8g+Ax5qsNf7ReAbRFpym5gFLrbUlF6e60ynci7QD4fKjHN2wmglLV9Ll0F7cToS65FQO9R9a3z/fj4jXF+8yRUREEs6CBQu+OH/+/HVNliuavD4ATAIwxmQAWUB54xOMMbOArwMzY1QqoHAv0iY5jkN4/17qCgsIFBYQPrgfgOTMrhSPnEhJv8FUdOup/nkREZEYmzNnzqE5c+YUt3DaW8DjxphUIB9YAtxijOllrX3GGDMB+BVwlbX2RCzrVbgXaSOcUJDgzh0ECjcRKNpM5FgFuFx48waQet0N9Jw2mV9uK2/5RiIiInJJWWuPGGOeANZQvxUm0d1y8upP+RtQDfzRGOMB3rHWLohFLQr3InEUqa4isKWIQFEBQbsFp64WfH78Zij+2dfjHzocd3oGAP7sDFC4FxERaZOstS8BLzVaWtToWM6lqkPhXuQSC5cdIVAUbbcJ7toJkQiujE4kjRmPf8RIfIMMLp/650VEROTcKdyLxJgTiRDat4dA0WYChZsIHzoIgKd7T1Lyr8E/YhTe3L641D8vIiIiF0jhXiQGnGCQ4I5tBAoLCGwpIFJZCW43vv4DSf6HL+AfPgpPt+x4lykiIiIJRuFe5CKJVJ0gsKUwGui3bYFAAFdSEj4zDP/w0dH++TTtPy8iIiKxo3AvcgHCR0qpK9xEoLCAUPGn4Di4O3Umedzl+EeMwjdoMC7tPy8iIiKXiMK9yDlwIhFCe3Y3fCA2XHIIAE/PXqRcfS3+4aPw5vbB5XLFuVIRERHpiBTuRVrgBAMEtttou03RZpwTx6P98wMGkXzFlGj/fJeu8S5TREREROFepDmRE8fr++c3Edi2FYJBXMnJ+MxwkkaMwmeG405NjXeZIiIiIqdQuBepFyo5XP90voDQ7l3R/vnMLJInTsY/YjS+AYNwefVbRkRERNouJRXpsJxIhNDu4ujT+aICwqUlAHh655J6zWz8I0bh6ZWr/nkRERFpNxTupUNxAnUEtm2NDpQq2oxTdQI8HnwDBpM8ZQb+4SPxZHWJd5kiIiIi50XhXhJepLKSwJbN1BUWENxuIRTElZyCf9gI/MNHRvvnU1LiXaaIiIjIBVO4l4TjOA7hkkPR/vnCAkJ7d0f757O6kDz5yuj+8/0H4fJ44l2qiIiIyEUV03BvjLkDuAc4DnzVWlvc6NjngAeArsAr1tofx7IWObtIJMLTTz/Jjh3b8fl8PPjgI+Tm9jnlnPLycu6883Z+//vXSEpKwnEcvvCFzzacN3LkaObNuyse5eOEw4R274oOlCraTORIKQDe3L6kfuaz0f75nr3UPy8iIiIJLWbh3hiTDTwIjAZmAIuAGxudMhS4BnAAa4x53Vq7LVb1yNmtWLGcQCDA4sW/Y/PmAp5//hmefHJRw/E1a1bx7//+HEePHm1Y279/H0OGDOVnP3smHiXj1NURsFuiA6W2FOJUV4HHi2/QYFKmX4V/2Ag8mVlxqU1EREQkHmL55H4WsN5aW22MeRN42RjjstY6ANban5080RjzMdAHULiPk02bNjBp0hUAjBw5iq1bt5xy3O128eyzv+Jb37qtYc3aLRw5UsLdd88lKSmJ73znPvr2zYtpneFjx6JhvqiA4PZtEA7hSkmN9s+PGIVvyDDcyckxrUFERESkrYpluO8JWABrbcQYUw50Acoan2SM8RJ9ul/Q9AbGmEwgs/Ha4sWLe+Tn58eo5I6rqqqKtLT0htdut5tQKIS3fl/3iRMnn3ZN167duPXWb3LVVdewceMGHn/8+/z2t//fRa3LcRzChw5GA33hJkJ790Tr69KN5CunRQN93gD1z4uIiIgQ+w/Uuhv9OoNoC05T84Cl1tqSZo7NBx5tvLB48WLy8/PJykq7eFUK3bpl4fVGyM7OAMDlgp49T29p8XjcZGdnkJSUxNSpl+PxePD7/VxzzTQee+y7dOuWfsF97U44TPW2bRz/+GNObNhAsDTaP588YABZN91Exrhx+Hupf146ppO/R0XiQf/9ibR9sQz3B4BJAMaYDCALKG98gjFmFvB1YOYZ7vEs8HLjhblz504AXi8vryIUilzkkjuuQYOG8dZb7zJx4jQ2by4gL28gpaXHTzsvHI5QWnqcpKQAv/rVL+jcuTNf+9rX2b59G9nZ3Tly5MR5vX+ktoag3RodKLW1CKemGrxefIMN6dOvxj98JO5OnXGASoDzfJ/2TP9TFaDZ35eXiv4blHj+9ydyqXm97nb5MDmW4f4t4HFjTCqQDywBbjHG9LLWPmOMmQD8CrjKWttsUrPWVgAVTZZzY1hzhzV9+kzWrl3DvHm34zgODz30KK+99iq5uX2YOnVGs9fceus3+OEPH2HVqg/weDx873uPndN7hivK69ttNhPcuQ3CYVypafiHj8Q/YjT+IUNxJSVdhO9OREREpGOIWbi31h4xxjwBrKF+K0yiu+Xk1Z/yN6Aa+KMxxgO8Y61dEKt65OzcbjcLFjx0ylq/fnmnnffGG39p+HWnTp1YuPDnrX4Px3EIH9xPoLCAusICwvv3Rt+7WzYpU/PxDx+JN28ALre7hTuJiIiISHNi2nNvrX0JeKnR0qJGx3Ji+d7SNjjhMMGd2wkUbSZQVECk/Ci4XHj75pH62c/hHz4KT0539c+LiIiIXASaUCsXXaSmmqDdQl3hJoJbt+DU1oDPh3/wUPzXzMY/bATujE7xLlNEREQk4Sjcy0URLj9KoLB+//md2yESwZWWjn/UZdH++cEGl98f7zJFREREEprCvZwXx3EI799HXeEmAkWbCR/YB4Anp3t0OuyIUXj75ql/XkREROQSUriXVnNCoWj/fP0T+siximj/fF5/Uq+7gaQRo/Bk66MUIiIiIvGicC+tEtq/l2P//lx9/7wfvxmK/9rrov3z6dr7WkRERKQtULiXVnGlZ5B85VR8/QbgGzwEl0/98yIiIiJtjcK9tIqncyZpcz4X7zJERERE5Cz0aUcRERERkQShcC8iIiIikiAU7kVEREREEoTCvYiIiIhIglC4FxERERFJEAr3IiIiIiIJQuFeRERERCRBKNyLiIiIiCQIhXsRERERkQShcC8iIiIikiAU7kVEREREEoTCvYiIiIhIglC4FxERERFJEAr3IiIiIiIJQuFeRERERCRBKNyLiIiIiCQIhXsRERERkQShcC8iIiIikiAU7kVEREREEoTCvYiIiIhIglC4FxERERFJEAr3AkAkEmHhwieYO/eb3HXXP7Nv397TzikvL+fLX/4CdXV1p6y/994yHnvse5eqVBERERE5A4V7AWDFiuUEAgEWL/4d8+bdzfPPP3PK8TVrVnHfff/C0aNHT1l/9tmnWLz4eRwncinLFREREZFmKNwLAJs2bWDSpCsAGDlyFFu3bjnluNvt4tlnf0WnTp1OWR81ajT/+q/fvWR1ioiIiMiZeeNdgLQNVVVVpKWlN7x2u92EQiG83uh/IhMnTm72uquvnsXHH6+7JDWKiIiItFXGmDuAe4DjwFettcWNjg0GfgWMs9Z2jWUdenIvAKSlpVFdXd3w2nGchmAvIiIiImdmjMkGHgQmAT8EFjU5paT+eMyzt8K9ADBq1GWsXv0BAJs3FzBgwKA4VyQiIiISf0uWLOlhjMlr8pXZ5LRZwHprbTXwJjDFGOM6edBae8xau/5S1KtwLwBMnz4Tv9/PvHm389xzi/jOd+7jtddeZeXK9+JdmoiIiEjcLFy48HVgV5Ov+U1O6wlYAGttBCgHulzCMhuo70KAaI/9ggUPnbLWr1/eaee98cZfTlsbN24C48ZNiFVpIiIiInGzYMGCL86fP7/pBwwrmjm18UPzDMCJXVVnpnAvIiIiInIGc+bMOTRnzpziFk47QLTfHmNMBpBF9On9Jae2HBERERGRC/MWMNYYkwrkA0uAW4wx917qQhTuRUREREQugLX2CPAEsAb4LnA/0BvoD2CM+YEx5hMgwxjziTHm5ljVorYcEREREZELZK19CXip0dKiRsceBR69FHXoyb2IiIiISILQk/tz0DkrFb/XE+8yJE4CoTDHyqtbPlFEREQkTmIa7tvKGN6Lxe/18Mz7W+JdhsTJvdOHxbsEERERkbOKWVtOWxrDKyIiIiLSEcQyWF/wGF5jTGbTcb/Lly/vEcOaRURERETarVi25ZwyhtcYc3IMb9k53GM+TT5Z/P/au+94qapz/+MfqgoComIviMbnotJsiFjAWGOJJl41xKhY0IhRMfZo7JEkAnajMYomGkPs93cTGwQlFmwgoOQRjJLYlWABvAJyfn88aw77DDOnyJkzw/h9v168ODO7r1l7rWevtfbeN998M4MGDaJr147NtqMijdWtW6dy74J8wykPSjkp/4lUvlLfULuir+G9Ghib/eLEE0/cHvjzvHkLWLJk6YrtXROpUJOPPvq8bNtW/hNQHpTyKmf+E2lpbdu2Xikbk0sZ3K/wa3jd/RPgk7yvN2qWvRMRERERqTKlHHNfMa/hFRERERH5JihZcF9Jr+EVEREREfkmKOmY+0p5Da+IiIiIyDeBnjEvIiIiIlIlSv20HBERERGpx9KlSxk1aiSzZ8+iXbt2nHvuhWy00ca10x9++AEeeuh+2rRpw9FHH8fAgbvyxRdfcNVVV/Lee++yePFiRow4i6222qaMRyGVQsG9iIiISBlNmjSRRYsWcfPNtzNjxnSuv34MI0fGSOa5cz/m3nvv4dZbf8+iRYs4+eTj2GGH/tx995306LE5F154KbNnz2L27NcV3AugYTkiIiIiZTVt2lT69x8AwDbb9OIf/5hZO23mzFfp1asP7du3Z/XVV2fDDTfmjTdm8fzzz9GuXTvOOOMUxo69tXZ5EQX3IiIiImW0YMECOnZcvfZz69atWbJkScFpHTp0YP78+Xz66Sd8/vnnjB59PQMH7sr111/d4vstlUnBvYiIiEgZdezYkYULF9Z+rqmpoW3btgWnLVy4kE6dOtG5cxcGDtwNgIEDd8N9JiKg4F5ERESkrHr16sNzzz0NwIwZ0+nRY4vaaT17bs20aVP48ssvmT9/PnPmvMlmm21O7959a5d55ZWX6d69R1n2XSqPbqgVERERKaPddhvMCy9M5qSTjqWmpobzz7+Ie+75AxtttDG77LI7hx56BMOHn8DSpUsZNuxkVlllFY46aigjR17OiScOpW3btlxwwSXlPgypEAruRURERMqodevWnHXW+XW+23TT7rV/H3TQIRx00CF1pnfu3IVf/OLXLbF7spLRsBwRERERkSqh4F5EREREpEoouBcRERERqRIK7kVEREREqoSCexERERGRKqGn5YiIiEjF69K1A+3btin3bkiZLFryFZ/OW9jwjKLgXkRERCpf+7ZtGPOU3sL6TTVit57l3oWVhobliIiIiIhUCQX3IiIiIiJVQsG9iIiIiEiVUHAvIiIiIlIlFNyLiIiIiFQJBfciIiIiIlVCwb2IiIiISJVQcC8iIiIiUiUU3IuIiIiIVAkF9yIiIiIiVULBvYiIiIhIlVBwLyIiIiJSJRTci4iIiIhUCQX3IiIiIiJVQsG9iIiIiEiVUHAvIiIiIlIlFNyLiIiIiFQJBfciIiIiIlVCwb2IiIiISJVQcC8iIiIiUiUU3IuIiIiIVAkF9yIiIiIiVULBvYiIiIhIlVBwLyIiIiJSJRTci4iIiIhUibalXLmZHQ+cBnwODHH3tzLT1gLuAdYH7nH3y0u5LyIiIiIipVIpcW/JWu7NrBtwLtAfuAwYnTfLhcCDQG9gfzPrXap9EREREREplUqKe0s5LGdv4CV3Xwg8Cgw0s1aZ6fsDE9x9KXBv+iwiIiIisrKpmLi3lMNy1gccwN2Xmtk8YE1gbpq+DvBG+vsdYGD+CsxsDWCN7He3I81YgQAAGWRJREFU3XbbxgMHDqRNm/LcLrBBp9XKsl2pDG3blvc2FeU/UR6UclL+k3Jq6fyXizXHjx+/0cknn9w9b/In7v5J5vMKx73NpaRj7qnbM9AJqMmb3qqeaQCnAxdlv3jssccYOHAgnTuX5wQ/vF/3smxXKkPXrh3Lun3lP1EelHJS/pNyKlf+u/XWW/9Y4OtLgIvzvlvRuLdZlDK4f5cYd4SZdQK6AvMy0z8AtgBeBSzNn+9qYGz2i88++2z1uXPn7rPWWmu9DCxu/t0WEREREaHd+++/v22XLl0eBebnTfsk73NzxL3NolVNTWkuHMxsbeA54saBbwPHAOOADdx9jJmNBv4J3AhMBo519+kl2RkRERERkRKppLi3ZIOX3P1j4BfEAZwH/BTYENgszXI5cBAwDXhQgb2IiIiIrIwqKe4tWcu9iIiIiIi0LL2hVkRERESkSii4FxERERGpEgruRURERESqhIJ7EREREZEqoeBeRKTMzKyNmT1kZlPMrEO590eknMxsbTM7oQTrPdPM2jX3ekUqjYJ7kWZmZqeZWcleoWxm25vZniVa9zlm9p6ZndZM65tiZpua2Xpmdmcjl+lpZj9Pfw9rxPzzGpqnwDJ7mtnZ9Uy/08zWa+p6i6xr9bS+KWb2jJn1KDBbf6A9sL27L1zB7dVJ68akYRPX38rM7m7G9dX7W5SKmfU2s/4ttK32Zna/mbX/Gsu+aWZdVnD7zZafW8jxgJdgvR8D38t9MLNNzOxhM5thZi+YWc+mrjBXxjXXDmbP11KfG2bW2cwOz3y+3cy+W6rtScup6ODezI43s+mpQuzewLx9zOxvLbRruW0eZGbrpr8bHbw007Y3NbMp6e9eZjaqpba9Ir5OoNFQxbQiFWdzS62uu7n7FyVY9wNmtjvwD+DE5l5/8nD616zc/X13P6qRs+8HPJLS8sfNvS9pf55w91/VM/0od3+/mTa3DXCXu/cD7gIuKzDPt2Kz/tWKbiyb1iVKw37A1OZaWUO/RQntAuzUEhty90Xu/j13X9QS2yuw/ebMzy1hT3d/qgTr/TNwZObzEuBMd98GuAM4swTbbKrafWiBc2Mj4IgSrl/KpG25d6AYM+sGnEu86Wt3YDSZK+4KcSQwB/ggFZyNDV6aVXoRwk/Lse2v4UzglqYs0FBQmCrMSskbRwD3l3ID7j7fzD41sx7u/s9mXvdMMyv4Sux08fx74BTgh8CuxBv41gRudvcxab4riN9jNrBW+q4LMNXdNzOz1sCvgL2BL4ER7v73zKZ2AK4GnolFbQownAgof5OmfwAMcfc6+2pmPwLOB2qAnwP/Ai5z933S9HOAz4jXfh/s7kPN7AdEwP0ZcIW735e2ebC7zzGzI4Fc69mN7v6btK5XgQeB7wIfAvsWCt7c/bnMx7+TV5ma2TrApcBqacjAOOB0dz8kTX8T6AusAVyXjr1r+ntYOtaBwDh3Pyeb1sCEvDTcC/jE3a9JrY0Puns/Mzsa2BLYHngKGFNPWu9HugDMT293v9fM1gf+QOSLl4Ee7j7YzC4qsu3vZn6L24nW1Z3T8j9x9yfSsm2BAcCmwLHEBe4g4AJ3H5vy1ShgX+I18ce4+6tmNg24HfhR2v+9gF7AhcBXZnagu9f2hKV9q01ndz805ZtjgMXAKe7+VDofJgH7AKsAR7v7K2a2K3Ax0I14zfwQd68xs3nu3jVdoA8hzo33iPLwLmAp8Fd3P4/lXWhmg4BFwBHu/q+0/dPTNo8G+rr7iPryc1rX74BZxBs0X3T3Iem49wGuSul8o7tfZ2Z7EG/T/AL4nbtfb2ZnACcD81j+3CX1+p2Q0upM4Emi/u4PdAGGpfS7CFhInD+3uvvYtPy6xHmbW1/B88zMtgNuBlYn8tK5ZjYL6O/u/zGzZ4Hr3P1uMzsPeNfd7zCz2rgnl6dTvLEl8FLesfQg8s46xIuJjnP3r4qUcbV5On3O/j6DM2n7B3f/dWroOoZM+Wlm9wA90u91RUrD3LmxNvBbYHPgHeB4d38npWMb4lztCwx39zp1UKFlgU+Bh4BuaXuHpNl3NbOfAD2B/3b3Z9LyY9Pys4jyf03qlkenAfcBHYCX3f0YpGwqNrgnKv6X3H2hmT0KjDWzVu5e+9YtM9uAqETWIF7pm/u+A3ADsB3wCXCSu7+WCsDtgO5E4X4KsD/wHaJwuTwtX6ggr1OgES0++wG9zexB4EqWBS+tiLeUHUgUXsdl30RmMeRgP6JQuMDdx6V925OoELoDt7n7r1JFcBbRwrAl8Li71xkyYWZ9gKtTBbo18GtgfaIg/J67LyhUwbn73FQg3QKsB8wEfpD2ayx1T+QaImjdEHgDOMzd/y+zD7cDLwJHAz9L89QpFIkKLFtwdaRuQPFgkX1vTMWUrTiXC3jSPNcBBwCbEJXHWe5+b+YYCqXFLhSuqKcA/wvs4e47Z36OHYi8QD3BTC/yKvNChae7f25mw4lCcw6wbmY7TxN5uVmD+0bYyd23BTCzVYjfY1VgjpndAOxBpFmf9P20AusYSuTxPsSb+x4zs97pXO8ILHT3pRbdxdnK8lJgkrsflYKO84Cf5FZqZlsS+bsP0Sv5FBEMbmZmq7v7fOL3P5z4nXLOA74PvEaUJWTWacBFRFovBp4ysxfd/UUi7z5CBIlPEYHmYw2kX38i4K3l7h+mMiEXnO1ez/L7EefuxDTfTkR6zwfeN7NL8ubPT8O96ln3UKC3u3/cQFr3cvcrCqW3mT1AXBiMc/ebzewgorxsihp3H2hmvYkyITeMaRsikD4DuI04vzclWlzHEmX2AmAr4jy6iig3OhGB3bYWw4m+7+63mNlvSOdngX3IpvMewNZp+52B/yHSHOB9d++fjvNqYDBx4fh9d//EzCYSF8H5rdA/BLZzdzeza4nA+Roz27BImkxw9zPN7FTgEuK3KqZofk62JX7LU4FZ6Xf8mLjAHAD8H/AXMxsHnA6cQ1zM5XpPf06ct4uJoLJWugDJnV+tgVXcfYmZ3eHup6bpFxPlBET+2TFblxC/978yn5c7z8xsAnATcT5/ANyegv2JwM5p+nxgN+BuIq/k8u9HZrZerifDzHYDxqd/p+el1S1EsDwjnRMHm9kCGi7jsmnSlSgn93D3t8xsozTpefLKT3c/ItVlufM1O0RmDJEPDjGzw9LxH5Sm9U1/DybSN7+Babll3f0gMzueug0JEMH5XsQF2ilEI8so4Fp3f8zMjiXq2Hupe56cATybyrBi+VhaSCUPy1mfNObO3ZcSQfWaefOMBv6Ugo3skJjzgP+4e2+ixS07PnRHImg7m6gUxqTvzrUYS5otyHcngnSIAm0H4uSZ7u5XEcHs4e5+bt5+HU10s/chLhxm5U3/X3cfQFzAjMx8vxFRKG8HDDez3CuLNyNOtF5EwVVf5f8f4oq+H9Eq9P30fW0FRwzryH1/B3Gi9yGC3RqWncg9icp1WNrXBe6+NfDjvMI450BggLs/zrJCsSdRUB/s7kcAn7t7v0xQPZQIZK+oZ9+ztgWuJX6jnVPFlG8n4oKoN3CKmXUws52J1sAt0nqfzAb29aRFrqLuTeTJXdO8vYDX8wJ7iGCjYMt3xglEZd4XuD59t1yapwu14cTFz/5E4JIzhwhgWtpvMn/PIlpQbyAaCtYlLlDHegxD+Iw4b/PtA9zt7jUePQ+vEucKRKU/oci29wV+ki6sRhMXXFl7EoHdZODZNH1t4P8Be6ULqNrWuow7iDy1i7t/lDft28QF2GceQ63uJio+gPnuPimVT1NZFvwUZGadiMC0UDDZWDPdfWLm8zR3f8/dPwfeJI7367rX4/XpUCStzWwNosEEiqf3YCL4hsinTfU0gLtPI3ozcuX+RI9hS1OAGe7+Yfo7l+77AocSF09/pm598Uj6/2Ua+J2SbDrvSwRzLxJ5M7v80+n/J4gAC+J32NXMbgI2IMqEfBPcPTem/H5gqJkNJQLVQnLbeZQoD+pTX34GmOPuM919MTAjHc9ORD0zCXiBCLA3Bv4IXECU3++l5ccSPXhbuvuneevONZR94e4L3P0/6fv3zex8ojzLpsfYAnXJJkT5n1PoPNsy/fsr8ZsOSMv9jfitBgAPAN9KjW2buPubaX3vpnkB8Bj+04HIw7VDYFJDwwDg9+k8OJRo3GpMGZc1APi7u7+Vtvd2+r5Q+VmfvYnfA3cfB+xo0VsFMD79nsXyd33L5ns01X3Zde0N/DKlw4jM99nz5BHg22Y2gqjLpYwqueUe6l58dCJaY7MGs6wlOluJ7AOcBNElnoL29dO0ZzOtwf9291kAZvZJ2ka2IM9tF5YVaD939zotbwV8h+jW/IpoEcn3ppmdTgSq2Svcqe6+IO3PM8TY1rlEEPlR+v4JIvh/q9CG3f09MxuUeh/6EC3oOXUquFR4bebuD6Zl/52m7030SPySyCOPED0kF5jZxUQLVSG3eHRZZgtFiC7rQukAmYCigX3PmePuM1Na5Cqm1/PmmZariCyGNKxN9ASsCqxG9CbUKdjqSYs3gf3N7DvUragXunuheyxWdfclRY41537gajP7jMhTUDjNBwN/ThUIZpYdM1ungmpB2THh44lgfwTLWm/bseycKaZVge9yv8c+RMtkIa2JC638i+Xs9Dvc/WfZL83sXqIbuhNx4VSHu49KvW+jzWx/d8+Ou61vX7MWF5k3tw/tiS7rX3jDQ6mWEulYSH1j8uvdhyauu1ha7w08npmnUHq3J4ZK5Ac99W27mCXE0K2sxbk/Uqtw7phbE8N4Hqe4xqQRLJ8WV7r7bxvYz1yQOip9Hpm+K5Rfatfvy3phzgaeMbP+numhLrBc7obrgunZQH7Ol0uP1kSv8A/zpr9oMbzkcjP7obsf6u6nm1lf4DozG+fu12Xmb0NePZ3rtSQaXG4lLgaXS4eMj4kLjYb291V3H5i3rQ2Ie0y+JMrZQUTr/fTMbGsCdS563H2xmV1NDMvJpVcroLYVPbONayhcxhXL38ulSVKo/GyKViyflxubvwstmy+7rtZEw122t35T6ubj18xsRyL2esXMtkuNDlIGldxy/y5gUNvi1ZXlK4tcJZKvMRXy4gKfc4XGlal1uZ+7bwHg7qcTLRjXWIxHq0+xkzl3LBOI4PzHLCuo831FjHNs7Pe59Z9GtAbcRLTg1BeItC6yn7kTuZ+793L3s9z9A6Ln4k3gZSv8dIDciV5bKKZ/W7n7tUV2ubZwaOS+FzqOxszzBnGhNB44jOiJySqWFqOIymEkMQwnt0/FgqyvMsFGscp3ItErtAVRmed+izppTv2B8nIVVCmY2RmWeZpC5vu1iAr4TmJ4Va4lZzJwYLqg3pDo7cj3GNF7Ruqd6sWyGzS7ZVobPwTWyrQwPUoa4mFmq1iMk4VleWA8cITFGHbMbOP0/bNEL853iNa8/GPZzd3fIC4q8oetTAD2M7NOFk9AGsKy4LZR0u87lhhGln2KzeGplSvfa8DWZraaxfjtFXnKSX4avgpsn/bpsHqWK5bWexGt1FA8vV8khktA3eFPjd32Zml9ewFv5xo8GuFR4FQza2tmrVOgV593qNu4Ut96h6UGADLDKmr3leitnZj+3pMovz4geoDrZWYDiDL9IqI3rtBQmtx2hhLpDpGeO1jcp5EbtthQfi7mOWB3M9sirWPj9P+u6TjOJVpl25rZzu4+lej1zn9q13jgWDNb1czamdkmRE/DG+7+BHEeNuSfNNxw4UQD1c7Z/U29cqsR6T6dGMZzGnWHRW0A/Dstd7ylFiiiR/etXJnnMYxvTq78M7N1U1oXK+PeAdY2s64WT93plb6fDAzOpOkW9ZSfAJ+ZWecCx/wE6X4dM/tvojxp7A34xZZt7DnwBJGOuSfsLPf0JjPblqizriHy8xaN3DcpgUoO7h8D+lmMnx9EdI3X5FWIL1C4EnmMqIRJV5Kt3f2dRm53uYK8ngKt2IkxHjgpVTCdLD1RJ9kSWJJaiLsTBVHOJmmZ9Yjeg+fT9+unwnJ14iaeJ4lAtFDPy57EDXmvEy3/RaWr6g/NbP90rLmTcbkT2cz+C1jL3e8gunK3rWe9xQpFKF5wNWnfv4ZvAV+4e3933zPXRZrZ52Jp0aSKmrgozQVCBYOZIpV5ocJzMrBvCq66pGPI2YRmHm9vZutb9GidBJxl0UvUnQJ53N3nEkMfphFBRG6IwTjivHiVGPNcaB9/B7xtZtPTOo5JvWk9iSFjuW18QaTLa2a2L3GfRgcze42orHOV57NmNjT16FwETDSzl0jpmVpBnwE2z281t7i57pB03H8ixqtmj3MmcXPi08T5ONbdn6dpfkxUrIMtHps3xcw2J9J1uRbKlLaTU1ocSJRzX0uBNJxIDKV5FXifIo0QFEjrlI8754ZiFEtvYtzyGWY2mbpDSBq77cFm9nzah+OacLi/I/LhdCL96hu+CNE7doiZTbJ4z8AtuWAxK/UEjANeSseZvTAZkr77AcseajAmzT+OaAxpSE/iAtSJYYHzzOxkMzs5TV8AHG9mU4n0uzJ9fw+RX/9GurBoKD8Xk3pPjwXuM7OXWTZcdFeiNXsyceP0akT9OBW4HPhVqrPuM7NvuftfiIvfl9Mx9SUukLuY2QvEPScNteb+m+It97n9XUz8DmPSvtxky94P8SLQLg3jeYq4EXcS1F5ot8/0rk4GbjSzmcTw01OoW+b9CDjRzF4hhuStQ5EyLm3vzvT9maSLYI/hY8OJ+ximAEfWU35C3Ks2xcyOyTvs04G9074cTwNPTDOzAWaW620quKy7zwY+tXgqYZ8iq8otv3Mqs/9C4YuvDdIxv07kmWZ7opY0XauammLla/lZ3LgxgigMhnjcjHIG0N3j5pytiOEiS4gCZWePm0o7EN1dfYknBpzkcUNM9okC+Xe2v5mmfWpmZxGVygLixsffEneF9yV6C05w96fNbL807V6iksvdUNuWGLqyR9r+CHd/Nm2nXVrnlqRWQXfvmfZtWDqWdYCfufv9Ft211xGV4SbE3f83WLTEvUJUqHNZdkPtAcAvgbeJgmO+u1+Sd3ynAWuk743oKu1MjAE8kmgtvpUYd/kpEZx0JG527ZbmOyylx7HufoLFDbUPuvtD6Th7pHWsRXSzHuVxZ//FRIF5GVG593X3XAthsX3P3lCb/c0eSMf9pNW9oTZ7g1Bu2Q+IQngeEVjPJG4g24a4se2CImkxhCioZ6ff4GmPJy7Mc/eu5DGzc4Hn3X2CxVjhicRF2JUpH2yb8vVwIqj/Y9p2t/w0d/fpZjaSeIqBEy3UV6XjvQJ42N0n5+/Dyiqd28943afLSIVILXN7u/vIBmdetkztzf6NnL9OOdKSzGwI0RD0h0bOX/s0lBLsy4bARe7erO8oKBWL8fRPed6Tc1ZgfTcBo1Lw2Wws3g+yrZfn0astKl3I/I+7H9DgzFJ1Kjq4/ybJXnjkfV8nWK0kK1PhYXGzWmePJ1K0JVpfxhOtfXe5e6Gbd7/OdjYCLnX3Y5tjfUW20Rr4i7vvW6ptlIOZ/Ym4iF/hZ71L8zOznxEPA2h0i9zKEtyn3sRriYvqRr2josTB/Q3A6DS8pqJZPNRgOJEWzRJQmNk2wCHuXuidECuy3huBC1PLeVVLjXivu/tfy70v0vIq/YZaqWynEnf6rwyeJW4AO5roWn6SeKLHBdR9YtEKcfe3Uzf1ao0NEr6GXSjBi6YqwL0K7Cva60RvYaOlwLdRgX2av75HPJaMx03rxzRxmUYfV1O5+/BSrbu5ufvrLBuS1VzrnGFm/2h4ziY71Rt+4EFV8MKPeJVvCLXcizQzM2tb6gqkJbYhIiIiKx8F9yIiIiIiVaKSn5YjIiIiIiJNoOBeRERERKRKKLgXEREREakSCu5FRERERKqEHoUpIlKBzGwQ8VK3OcB/ES9fOwY4B5jh7lel+cbmPpvZW8RbN3sTbxQdA/wR2It4adood78pLTeMeJztV8RL3k5x99fNbBdgNNCGeNHcle5+n5m1T/uze5o2hXi04GelTAcREWkatdyLiFSu7Ym3UvcmXkv/+0YsM8Pde7r7A+nzmsAOwCDgUjPrZWZ7AGcDg929D3A38GB6Md0lxAuUtgOOJd60DXAu8Qbt7dIy79KM74gQEZHmoeBeRKRyveLuk9LftwH9gLUaWGZS3ucb3L3G3d8GHgH2BvYF/uTuHwG4+1hgQ6A78fbmG8zsLmA7ogcA4ADgu8AUM5sKHAxs9fUPTURESkHBvYhI5cq+qKxV+v/jzN8A7fOWmV/POloTw3ByQ26yWgHt3P1moBfwOLAPMM3MVk3LnObufd29L7AjcGjTDkdEREpNwb2ISOXqa2a909/DgGeAj4jhOpjZBsQY+PoclebdhGi1/yvRgn+EmXVL04YCc4HZZvYM0C+15g8jxuqvBzwKnGJm7c2sNfBb4MpmOk4REWkmuqFWRKRyvQ9cYWbdgQ+BHxEt73eZmQNvARMaWMdmZvYSsBpxA6wDbmZjgAkpUP8IOMDdl5rZ2cA1ZnY50bp/ibu/ZWaXAVcRN9K2AaYCP23ewxURkRXVqqYmv2dWRETKLT0t53p332YF1vEWcKi7v9hMuyUiIhVOw3JERERERKqEWu5FRERERKqEWu5FRERERKqEgnsRERERkSqh4F5EREREpEoouBcRERERqRIK7kVEREREqoSCexERERGRKvH/AbD5yAwIjEg/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make adjustment to c2 and check bin_plot\n",
    "\n",
    "# for categorical features, one can combine according to the bad_rate\n",
    "c2.set_rules({'purpose': [['domestic appliances','retraining','car (used)'], ['radio/television'], ['furniture/equipment','repairs','business','car (new)'], ['education','others']]})\n",
    "bin_plot(c2.transform(data_tr2[['purpose','creditability']],labels=True),x='purpose',target='creditability')\n",
    "\n",
    "#combiner.set_rules({'purpose': [['domestic appliances','retraining','car (used)'], ['radio/television'], ['furniture/equipment','repairs','business','car (new)'], ['education','others']]})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "** **Note: badrate_plot() is especially important to make sure the bins are stable across time** **\n",
    "\n",
    "** **A comparison of different binning techniques** ** w/ an example of 'duration.in.month' and n_bins = 5. \n",
    "\n",
    "Remember the \"no free lunch\" rule, different binning techniques serve for different occasions. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for method in ['chi','dt','quantile','step','kmeans']:\n",
    "    c2 = toad.transform.Combiner()\n",
    "    c2.fit(data_tr2[['duration.in.month','creditability']],y='creditability',method = method, n_bins=5)\n",
    "    bin_plot(c2.transform(data_tr2,labels=True),x='duration.in.month',target='creditability')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ### 2. Model validation\n",
    "Typical for scorecard models, when a model is developed and its scores must be validated for OOT samples. \n",
    "\n",
    "**2.1 Scenario**: want to check if the predicted scores are stable across time or w/ test\n",
    "\n",
    "** **Combo: combiner() & badrate_plot() for predicted probability** **:\n",
    "\n",
    "(1) Fit a combiner() with training proability and quantile method. \n",
    "\n",
    "(2) Use the same cutting point for the test probaility. \n",
    "\n",
    "(3) If both the proportion and bad rates are stable, then the model is stable. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda3/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:432: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "# prepare a model for demo \n",
    "\n",
    "# automatic binning and WOE transformation\n",
    "c = toad.transform.Combiner()\n",
    "combiner.fit(data_tr,y='creditability',method='chi',min_samples =  0.07) \n",
    "t=toad.transform.WOETransformer()\n",
    "data_tr_woe = t.fit_transform(data_tr,data_tr['creditability'], exclude=['creditability','type'])\n",
    "data_ts_woe = t.transform(data_ts)\n",
    "\n",
    "# fit a lr model\n",
    "lr = LogisticRegression()\n",
    "lr.fit(data_tr_woe.drop(['creditability','type'],axis=1),data_tr['creditability'])\n",
    "\n",
    "# predict proabilities for train and test/OOT\n",
    "pred_tr = lr.predict_proba(data_tr_woe.drop(['creditability','type'],axis=1))[:,1]\n",
    "pred_ts = lr.predict_proba(data_ts_woe.drop(['creditability','type'],axis=1))[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n",
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PSI: 1.0041286616972924\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# concat the predicted score and target\n",
    "pred_tr_df = pd.DataFrame({'score':pred_tr,'creditability': data_tr['creditability']})\n",
    "pred_ts_df =pd.DataFrame({'score':pred_ts,'creditability': data_ts['creditability']})\n",
    "\n",
    "# fit a combiner()\n",
    "c4 = toad.transform.Combiner()\n",
    "c4.fit(pred_tr_df,y='creditability',method='quantile',n_bins=10)\n",
    "\n",
    "# plot bin_plot for both train and test/OOT\n",
    "for data in [pred_tr_df,pred_ts_df]:\n",
    "    bin_plot(c4.transform(data,labels=True),x='score',target='creditability')\n",
    "\n",
    "# get the PSI for the score binning results.     \n",
    "print('PSI:', toad.metrics.PSI(c4.transform(pred_tr_df,labels=True)['score'],c4.transform(pred_ts_df,labels=True)['score'])) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Takeaway from the plots**: the cutting points determined at the training are not reliable. The PSI is too high. Need to adjust model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ### 3. Feature selection\n",
    "\n",
    "**3.1 Scenario**: use PSI to check stability of binning. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "status.of.existing.checking.account    0.001251\n",
      "creditability                          0.000545\n",
      "dtype: float64\n",
      "duration.in.month    0.038467\n",
      "creditability        0.000545\n",
      "dtype: float64\n",
      "credit.history    0.012744\n",
      "creditability     0.000545\n",
      "dtype: float64\n",
      "purpose          0.053175\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "credit.amount    0.000629\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "savings.account.and.bonds    0.012473\n",
      "creditability                0.000545\n",
      "dtype: float64\n",
      "present.employment.since    0.031952\n",
      "creditability               0.000545\n",
      "dtype: float64\n",
      "installment.rate.in.percentage.of.disposable.income    0.023651\n",
      "creditability                                          0.000545\n",
      "dtype: float64\n",
      "personal.status.and.sex    0.001096\n",
      "creditability              0.000545\n",
      "dtype: float64\n",
      "other.debtors.or.guarantors    0.000000\n",
      "creditability                  0.000545\n",
      "dtype: float64\n",
      "present.residence.since    0.021920\n",
      "creditability              0.000545\n",
      "dtype: float64\n",
      "property         0.014331\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "age.in.years     0.017464\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "other.installment.plans    0.000047\n",
      "creditability              0.000545\n",
      "dtype: float64\n",
      "housing          0.023912\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "number.of.existing.credits.at.this.bank    0.000000\n",
      "creditability                              0.000545\n",
      "dtype: float64\n",
      "job              0.008228\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "number.of.people.being.liable.to.provide.maintenance.for    0.000674\n",
      "creditability                                               0.000545\n",
      "dtype: float64\n",
      "telephone        0.004229\n",
      "creditability    0.000545\n",
      "dtype: float64\n",
      "foreign.worker    0.000000\n",
      "creditability     0.000545\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "feautre_lst = list(Xtr.columns)\n",
    "\n",
    "c4 = toad.transform.Combiner()\n",
    "c4.fit(data_tr,y='creditability', method = 'chi',min_samples=0.05)\n",
    "\n",
    "for feature in feautre_lst:\n",
    "    psi_ = toad.metrics.PSI(c4.transform(data_tr[[feature,'creditability']]), c4.transform(data_ts[[feature,'creditability']]))\n",
    "    print(psi_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**3.2 Scenario: drop features for multicolleanerity**\n",
    "\n",
    "toad.selection.drop_vif(df, threshold = 3, return_drop = False, exclude = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "//anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: \n",
      "The current behaviour of 'Series.argmax' is deprecated, use 'idxmax'\n",
      "instead.\n",
      "The behavior of 'argmax' will be corrected to return the positional\n",
      "maximum in the future. For now, use 'series.values.argmax' or\n",
      "'np.argmax(np.array(values))' to get the position of the maximum\n",
      "row.\n",
      "  return getattr(obj, method)(*args, **kwds)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['age.in.years']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_data = data_tr._get_numeric_data()\n",
    "cleared_data, dropped =  toad.selection.drop_vif(num_data,threshold=10,return_drop=True)\n",
    "dropped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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   "file_extension": ".py",
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